Concepedia

Balancing exploration and exploitation with information and randomization

Robert C. Wilson, Elizabeth Bonawitz, Vincent D. Costa, R. Becket Ebitz

Current Opinion in Behavioral Sciences · 2020 · 234 citations · 89 references

Open access

Concepts

Life SciencesBiologyAnimal BehaviorDecision TheoryEvolutionary PsychologyAnimal Decision-makingDecision-making ModelsEvolutionary ComputationExploration-exploitation TradeoffOptimal ForagingReinforcement LearningDirected ExplorationExploitation Trade-offExplorationExploration Trade-offExploration Via RandomizationInformation Foraging TheoryLearning From Exploration

References

89

Reinforcement Learning: An Introduction

IEEE Transactions on Neural Networks · 2005 · 25.8K citations

Computing, Behavioral Sciences, Computer Science +12

Reinforcement Learning: A Survey

Leslie Pack Kaelbling, Michael L. Littman, Andrew Moore · Journal of Artificial Intelligence Research · 1996 · 8.8K citations · Full text

Business, Computer Science, Artificial Intelligence +15

Reinforcement Learning: An Introduction

Jeffrey D. Johnson, Jinghong Li, Zengshi Chen · Neurocomputing · 2000 · 8.7K citations

Computing, Behavioral Sciences, Computer Science +12

Risk, Ambiguity, and the Savage Axioms

Daniel Ellsberg · The Quarterly Journal of Economics · 1961 · 7.9K citations

Business, Mathematics, Philosophy +12

Finite-time Analysis of the Multiarmed Bandit Problem

Peter Auer, Nicolò Cesa‐Bianchi, Paul Fischer · Machine Learning · 2002 · 5.8K citations · Full text

Natural Sciences, Mathematics, Markov Decision Processes +13